Adaptive shadow detection using global texture and sampling deduction

被引:16
作者
Jiang, Ke [1 ]
Li, Ai-hua [1 ]
Cui, Zhi-gao [1 ]
Wang, Tao [1 ]
Su, Yan-zhao [1 ]
机构
[1] Xian Inst High Technol, Fac 502, Xian, Shaanxi, Peoples R China
关键词
OBJECT DETECTION; MOVING-OBJECTS; CAST SHADOWS; SEGMENTATION;
D O I
10.1049/iet-cvi.2012.0106
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An adaptive shadow detection algorithm is proposed to eliminate interference on object detection from the shadow. The algorithm uses three components in YUV colour space to identify shadow pixels from the candidate foreground. An adaptive threshold estimator is designed to improve shadow detection accuracy and adaptive capacity in various lighting conditions. This estimator uses edge detection method to obtain global texture, as well statistical calculations to obtain the thresholds. Algorithm has the characteristic of low complexity and little restraint; hence it is suitable for real time-moving shadow detection in various lighting conditions. Experiment results show that this algorithm can obtain a high detection accuracy and the time-assume is greatly shortened compared with other algorithms with similar accuracy.
引用
收藏
页码:115 / 122
页数:8
相关论文
共 41 条
  • [1] Understanding Transit Scenes: A Survey on Human Behavior-Recognition Algorithms
    Candamo, Joshua
    Shreve, Matthew
    Goldgof, Dmitry B.
    Sapper, Deborah B.
    Kasturi, Rangachar
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2010, 11 (01) : 206 - 224
  • [2] Cavallaro A., 2005, SHADOW AWARE OBJECT
  • [3] Celik H., 2008, 9 INT WORKSH IM AN M
  • [4] Chen C, 2010, 20 INT C PATT REC IC
  • [5] Chen C.-T., 2010, 1 INT C GREEN CIRC S
  • [6] Adaptive shadow estimator for removing shadow of moving object
    Choi, JinMin
    Yoo, Yung Jun
    Choi, Jin Young
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2010, 114 (09) : 1017 - 1029
  • [7] Chougule A., 2011, JINFORMATION TECHNOL
  • [8] Detecting moving objects, ghosts, and shadows in video streams
    Cucchiara, R
    Grana, C
    Piccardi, M
    Prati, A
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (10) : 1337 - 1342
  • [9] Dongya C., 2011, INT S COMP SCI SOC I
  • [10] A method to segment moving vehicle cast shadow based on wavelet transform
    Fang, Liu Zhi
    Qiong, Wang Yun
    Sheng, You Zhi
    [J]. PATTERN RECOGNITION LETTERS, 2008, 29 (16) : 2182 - 2188